Created
December 26, 2014 07:07
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parse huge table from html
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import os | |
import re | |
import codecs | |
import concurrent.futures | |
import multiprocessing | |
import pandas as pd | |
def worker(task_q): | |
while not task_q.empty(): | |
fpath = task_q.get() | |
fdir, fname = os.path.split(fpath) | |
fdir = os.path.split(fdir)[1] | |
hfname = os.path.splitext(os.path.split(fname)[1])[0] | |
regx = re.compile('\<tr.+\<\/tr\>') | |
df = pd.DataFrame([]) | |
res = '' | |
chunk_i = 0 | |
# load file content | |
with codecs.open(fpath, 'r', 'gbk') as fp: | |
while True: | |
chunk_i += 1 | |
fcontent = fp.read(1000000) | |
if not fcontent: | |
break | |
table = regx.findall(res + fcontent) | |
if not table: | |
res += fcontent | |
continue | |
else: | |
table = table[0] | |
res = fcontent[fcontent.rfind('</tr>'):] | |
table = ''.join(['<table>', table, '</table>']) | |
try: | |
df_chunk = pd.read_html(table)[0] | |
print('load html chunk') | |
except: | |
import traceback | |
traceback.print_exc() | |
print('{} wrong'.format(fpath)) | |
continue | |
else: | |
print('chunk_i {} ok'.format(chunk_i)) | |
df = pd.concat([df, df_chunk]) | |
if df.values.size == 0: | |
continue | |
df.to_csv( | |
os.path.join('../out', fdir + '_' + hfname + '.csv'), | |
encoding='utf-8' | |
) | |
print('{} ok'.format(fpath)) | |
all_path = [] | |
m = multiprocessing.Manager() | |
task_q = m.Queue() | |
for path, dirname, fnames in os.walk('../raw'): | |
for fname in fnames: | |
if fname not in all_path: | |
all_path.append(os.path.join(path, fname)) | |
task_q.put(os.path.join(path, fname)) | |
print('all_path', all_path) | |
with concurrent.futures.ProcessPoolExecutor(max_workers=7) as executor: | |
futures = [executor.submit(worker, task_q) for _ in range(15)] | |
for future in concurrent.futures.as_completed(futures): | |
try: | |
future.result() | |
print('future done') | |
except: | |
import traceback | |
traceback.print_exc() | |
continue | |
print('all ok') |
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